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Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review


Jul 07, 2021
Irene Li, Jessica Pan, Jeremy Goldwasser, Neha Verma, Wai Pan Wong, Muhammed Yavuz Nuzumlalı, Benjamin Rosand, Yixin Li, Matthew Zhang, David Chang, R. Andrew Taylor, Harlan M. Krumholz, Dragomir Radev

* 33 pages, 11 figures 

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DocNLI: A Large-scale Dataset for Document-level Natural Language Inference


Jun 17, 2021
Wenpeng Yin, Dragomir Radev, Caiming Xiong

* ACL'21 Findings Camera-ready 

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ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining


Jun 01, 2021
Alexander R. Fabbri, Faiaz Rahman, Imad Rizvi, Borui Wang, Haoran Li, Yashar Mehdad, Dragomir Radev

* ACL 2021 

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Unsupervised Cross-Domain Prerequisite Chain Learning using Variational Graph Autoencoders


May 27, 2021
Irene Li, Vanessa Yan, Tianxiao Li, Rihao Qu, Dragomir Radev

* Accepted by ACL 2021 

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BookSum: A Collection of Datasets for Long-form Narrative Summarization


May 18, 2021
Wojciech Kryściński, Nazneen Rajani, Divyansh Agarwal, Caiming Xiong, Dragomir Radev

* 19 pages, 12 tables, 3 figures 

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QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization


Apr 13, 2021
Ming Zhong, Da Yin, Tao Yu, Ahmad Zaidi, Mutethia Mutuma, Rahul Jha, Ahmed Hassan Awadallah, Asli Celikyilmaz, Yang Liu, Xipeng Qiu, Dragomir Radev

* Accepted by NAACL 2021 

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FeTaQA: Free-form Table Question Answering


Apr 01, 2021
Linyong Nan, Chiachun Hsieh, Ziming Mao, Xi Victoria Lin, Neha Verma, Rui Zhang, Wojciech Kryściński, Nick Schoelkopf, Riley Kong, Xiangru Tang, Murori Mutuma, Ben Rosand, Isabel Trindade, Renusree Bandaru, Jacob Cunningham, Caiming Xiong, Dragomir Radev


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Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation


Oct 24, 2020
Alexander R. Fabbri, Simeng Han, Haoyuan Li, Haoran Li, Marjan Ghazvininejad, Shafiq Joty, Dragomir Radev, Yashar Mehdad


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Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start


Oct 06, 2020
Wenpeng Yin, Nazneen Fatema Rajani, Dragomir Radev, Richard Socher, Caiming Xiong

* EMNLP2020 Long, camera-ready 

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GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing


Sep 29, 2020
Tao Yu, Chien-Sheng Wu, Xi Victoria Lin, Bailin Wang, Yi Chern Tan, Xinyi Yang, Dragomir Radev, Richard Socher, Caiming Xiong

* 14 pages 

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SummEval: Re-evaluating Summarization Evaluation


Jul 31, 2020
Alexander R. Fabbri, Wojciech Kryściński, Bryan McCann, Caiming Xiong, Richard Socher, Dragomir Radev

* 10 pages, 4 tables, 1 figure 

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DART: Open-Domain Structured Data Record to Text Generation


Jul 06, 2020
Dragomir Radev, Rui Zhang, Amrit Rau, Abhinand Sivaprasad, Chiachun Hsieh, Nazneen Fatema Rajani, Xiangru Tang, Aadit Vyas, Neha Verma, Pranav Krishna, Yangxiaokang Liu, Nadia Irwanto, Jessica Pan, Faiaz Rahman, Ahmad Zaidi, Murori Mutuma, Yasin Tarabar, Ankit Gupta, Tao Yu, Yi Chern Tan, Xi Victoria Lin, Caiming Xiong, Richard Socher


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CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization


Jun 17, 2020
Andre Esteva, Anuprit Kale, Romain Paulus, Kazuma Hashimoto, Wenpeng Yin, Dragomir Radev, Richard Socher


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ESPRIT: Explaining Solutions to Physical Reasoning Tasks


May 14, 2020
Nazneen Fatema Rajani, Rui Zhang, Yi Chern Tan, Stephan Zheng, Jeremy Weiss, Aadit Vyas, Abhijit Gupta, Caiming XIong, Richard Socher, Dragomir Radev

* ACL 2020 

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R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning


Apr 22, 2020
Irene Li, Alexander Fabbri, Swapnil Hingmire, Dragomir Radev

* 2 Figures, 3 Tables, 9 Pages 

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A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation


Oct 30, 2019
Irene Li, Michihiro Yasunaga, Muhammed Yavuz Nuzumlalı, Cesar Caraballo, Shiwani Mahajan, Harlan Krumholz, Dragomir Radev


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CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases


Sep 11, 2019
Tao Yu, Rui Zhang, He Yang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao Chen, Yuwen Zhang, Shreya Dixit, Vincent Zhang, Caiming Xiong, Richard Socher, Walter S Lasecki, Dragomir Radev

* Accepted to EMNLP 2019, long paper 

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Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions


Sep 10, 2019
Rui Zhang, Tao Yu, He Yang Er, Sungrok Shim, Eric Xue, Xi Victoria Lin, Tianze Shi, Caiming Xiong, Richard Socher, Dragomir Radev

* EMNLP 2019 

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The CL-SciSumm Shared Task 2018: Results and Key Insights


Sep 02, 2019
Kokil Jaidka, Michihiro Yasunaga, Muthu Kumar Chandrasekaran, Dragomir Radev, Min-Yen Kan

* BIRNDL @ SIGIR 2018. arXiv admin note: substantial text overlap with arXiv:1907.09854 

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Overview and Results: CL-SciSumm Shared Task 2019


Jul 23, 2019
Muthu Kumar Chandrasekaran, Michihiro Yasunaga, Dragomir Radev, Dayne Freitag, Min-Yen Kan

* In Proceedings of BIRNDL 2019 at SIGIR 2019, Paris 

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Creating A Neural Pedagogical Agent by Jointly Learning to Review and Assess


Jul 01, 2019
Youngnam Lee, Youngduck Choi, Junghyun Cho, Alexander R. Fabbri, Hyunbin Loh, Chanyou Hwang, Yongku Lee, Sang-Wook Kim, Dragomir Radev

* 9 pages, 9 figures, 7 tables 

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Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations


Jun 08, 2019
Rui Zhang, Caitlin Westerfield, Sungrok Shim, Garrett Bingham, Alexander Fabbri, Neha Verma, William Hu, Dragomir Radev

* ACL 2019, short paper 

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SParC: Cross-Domain Semantic Parsing in Context


Jun 05, 2019
Tao Yu, Rui Zhang, Michihiro Yasunaga, Yi Chern Tan, Xi Victoria Lin, Suyi Li, Heyang Er, Irene Li, Bo Pang, Tao Chen, Emily Ji, Shreya Dixit, David Proctor, Sungrok Shim, Jonathan Kraft, Vincent Zhang, Caiming Xiong, Richard Socher, Dragomir Radev

* Accepted to ACL 2019, long paper 

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Syntax-aware Neural Semantic Role Labeling with Supertags


Apr 03, 2019
Jungo Kasai, Dan Friedman, Robert Frank, Dragomir Radev, Owen Rambow

* NAACL 2019, Added Spanish ELMo results 

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Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task


Oct 25, 2018
Tao Yu, Rui Zhang, Kai Yang, Michihiro Yasunaga, Dongxu Wang, Zifan Li, James Ma, Irene Li, Qingning Yao, Shanelle Roman, Zilin Zhang, Dragomir Radev

* EMNLP 2018, Long Paper 

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